• VS2010中Parallel类实现并行计算


    在.NET Framework 4.0中,在库的层次上,微软提供了大量的新内容来帮助程序员完成应用程序的并行化,其中包括Parallel LINQ(PLINQ),Task Parallel Library(TPL)和Coordination Data Structures。这里我们就先来介绍一下最简单最常用的TPL。

      将跟随Visual Studio 2010一起发布的.NET Framework 4.0将包含很多基于库的对并行计算的支持。包括数据的并行化,任务的并行化等等,这一切都通过一个共同的工作调度器进行管理。这些新的类型和类,将在System.Threading, System.Threading.Tasks, System.Linq, 和 System.Collections.Concurrent这些名字空间中提供。通过这些新的类型和类,开发人员将无需面对如今复杂的多线程开发模式,而可以直接使用.NET Framework,更加高效简便地开发支持并行计算的应用程序,从而更加充分地利用多核CPU的优势,随着计算核心或者处理器的增加,以提升应用程序的性能。

      而在.NET Framework中,Task Parallel Library (TPL)是其Parallel Extensions中一个重要组成部分,它提供了一种简便的多线程开发方式,通过它所提供的类或者函数,可以让程序员轻松地实现并行计算。其中,最简单的就是它的Parallel类

      Parallel类

      Parallel类就是TPL中的一个用于支持并行计算的类。Parallel类提供了诸多的静态函数,只需要简单的函数调用,我们就可以对常用的for循环,foreach循环进行并行化。下面我们通过一些实际的例子,来看看如何利用这个类将我们的应用程序并行化,以吃上多核这“免费的午餐”。

      创建示例项目

      为了演示如何将一个现有的项目并行化,我们需要先创建一个示例项目。在这个项目中,我们将模拟对数据的串行操作,然后介绍如何利用Parallel类将对数据的串行操作并行化,以充分利用多核CPU的优势,从而提升应用程序的性能。

      在Visual Studio 2010中,我们新创建一个Visual C#的控制台应用程序。然后在这个项目中添加一个类Employee,其实现代码如下:


    using System;

      using System.Collections.Generic;

      using System.Linq;

      using System.Text;

      namespace ParallelDemo

      {

      // 职员类

      
    public class Employee

      {

      
    public string FirstName

      {

      
    get;

      
    set;

      }

      
    public string LastName

      {

      
    get;

      
    set;

      }

      
    public string Address

      {

      
    get;

      
    set;

      }

      
    public DateTime HireDate

      {

      
    get;

      
    set;

      }

      
    public int EmployeeID

      {

      
    get;

      
    set;

      }

      
    // 模拟对数据的处理

      
    public static decimal Process(Employee employee)

      {

      Console.WriteLine(
    "Processing {0}", employee.EmployeeID);

      
    // 产生一个随机数


      
    // 用以表示处理当前数据需要的时间

      var rand
    = new Random(DateTime.Now.Millisecond);

      var delay
    = rand.Next(1, 5);

      var count
    = 0;

      var process
    = true;

      
    while (process)

      {

      System.Threading.Thread.Sleep(
    1000);

      count
    ++;

      
    if (count >= delay)

      process
    = false;

      }

      return delay;

      }

      }

      
    // 职员列表类

      
    // 这是我们需要处理的数据

      
    public class EmployeeList : List

      {

      
    public EmployeeList()

      {

      
    // 将职员添加到列表中

      Add(
    new Employee { EmployeeID = 1, FirstName = "", LastName = "", HireDate = DateTime.Parse("1/1/2007") });

      Add(
    new Employee { EmployeeID = 2, FirstName = "", LastName = "", HireDate = DateTime.Parse("3/15/2006") });

      Add(
    new Employee { EmployeeID = 3, FirstName = "", LastName = "麻子", HireDate = DateTime.Parse("6/17/2005") });

      Add(
    new Employee { EmployeeID = 4, FirstName = "", LastName = "匡胤", HireDate = DateTime.Parse("3/19/2000") });

      Add(
    new Employee { EmployeeID = 5, FirstName = "", LastName = "", HireDate = DateTime.Parse("7/17/2003") });

      Add(
    new Employee { EmployeeID = 6, FirstName = "", LastName = "俊鹏", HireDate = DateTime.Parse("9/13/2005") });

      Add(
    new Employee { EmployeeID = 7, FirstName = "", LastName = "", HireDate = DateTime.Parse("12/3/2002") });

      Add(
    new Employee { EmployeeID = 8, FirstName = "", LastName = "大勇", HireDate = DateTime.Parse("7/1/2008") });

      Add(
    new Employee { EmployeeID = 9, FirstName = "", LastName = "明子", HireDate = DateTime.Parse("1/7/2008") });

      Add(
    new Employee { EmployeeID = 10, FirstName = "", LastName = "邦万", HireDate = DateTime.Parse("11/1/2001") });

      Add(
    new Employee { EmployeeID = 11, FirstName = "", LastName = "", HireDate = DateTime.Parse("4/21/2006") });

      Add(
    new Employee { EmployeeID = 12, FirstName = "", LastName = "玛丽", HireDate = DateTime.Parse("7/19/2006") });

      Add(
    new Employee { EmployeeID = 13, FirstName = "", LastName = "良乔", HireDate = DateTime.Parse("3/9/2001") });

      Add(
    new Employee { EmployeeID = 14, FirstName = "", LastName = "春晖", HireDate = DateTime.Parse("7/15/2005") });

      Add(
    new Employee { EmployeeID = 15, FirstName = "", LastName = "斯理", HireDate = DateTime.Parse("8/6/2003") });

      Add(
    new Employee { EmployeeID = 16, FirstName = "", LastName = "中正", HireDate = DateTime.Parse("5/18/2005") });

      Add(
    new Employee { EmployeeID = 17, FirstName = "", LastName = "洋洋", HireDate = DateTime.Parse("8/5/2002") });

      Add(
    new Employee { EmployeeID = 18, FirstName = "", LastName = "", HireDate = DateTime.Parse("10/1/2006") });

      Add(
    new Employee { EmployeeID = 19, FirstName = "", LastName = "", HireDate = DateTime.Parse("12/7/2002") });

      Add(
    new Employee { EmployeeID = 20, FirstName = "", LastName = "", HireDate = DateTime.Parse("3/30/2001") });

      DateTime.Parse(
    "12/7/2002") });

      Add(
    new Employee { EmployeeID = 20, FirstName = "", LastName = "", HireDate = DateTime.Parse("3/30/2001") });

      }

      }

      }

      }

      }

      }

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  • 原文地址:https://www.cnblogs.com/cooper/p/1682280.html
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